AI Knowledge Galaxy

AI Knowledge Galaxy

105 learning points

Language

RAGCore

RAG

Retrieval-augmented generation grounds model outputs in external knowledge.

Why it matters

It is the default architecture for knowledge-intensive LLM apps.

Learn next

Outcomes

Explain the purpose of RAG.
Connect RAG to two neighboring AI concepts.

Resources

LlamaIndex RAG Guide

LlamaIndexdocsEN

Clear official explanation of RAG data flow, indexing, retrieval, and synthesis.

LangChain RAG Tutorial

LangChaindocsEN

Step-by-step RAG implementation using a common production-oriented orchestration framework.

8

Learn next

3

Resources

2

Outcomes